2025
Non-Markovian Discrete Diffusion with Causal Language Models
NeurIPS 2025poster
Discrete diffusion models offer a flexible, controllable approach to structured sequence generation, yet they still lag behind causal language models in expressive power. A key limitation lies in their reliance on the Markovian assumption, which restricts each step to condition only on the current s…